{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/pinecone-io/examples/blob/master/learn/search/faiss-ebook/faiss-tutorial/intro_speed_tests.ipynb) [![Open nbviewer](https://raw.githubusercontent.com/pinecone-io/examples/master/assets/nbviewer-shield.svg)](https://nbviewer.org/github/pinecone-io/examples/blob/master/learn/search/faiss-ebook/faiss-tutorial/intro_speed_tests.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FAISS Speed Tests\n",
    "\n",
    "This notebook accompanies the FAISS intro.ipynb file, here we setup a testing function to test the query time of three different index structures in FAISS - `IndexFlatL2`, `IndexIVFFlat`, and `IndexIVFPQ`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from datetime import datetime, timedelta\n",
    "import faiss\n",
    "from tqdm.auto import tqdm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll make sure our charts look nice."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = ['#041BB3', '#E31957', '#12B0A7', '#000000']\n",
    "sns.set_palette(sns.color_palette(colors))\n",
    "sns.set_theme(font_scale=1.4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Generation\n",
    "\n",
    "We will generate random vectors to load into our FAISS indexes, these functions support varying vector sizes. The `test` function tests each index several times and returns the median time taken."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_array(nb, d=100):\n",
    "    return np.random.random((nb, d)).astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test(index, step=1_000, high=1_000_000, k=5, epochs=20):\n",
    "    timer = np.zeros((epochs, int(high/step)))\n",
    "    dim = np.zeros((int(high/step)))\n",
    "    xq = make_array(1)\n",
    "    for epoch in tqdm(range(epochs)):\n",
    "        index.reset()\n",
    "        iter_step = 0\n",
    "        for i in range(step, high, step):\n",
    "            wb = make_array(step)\n",
    "            if not index.is_trained:\n",
    "                index.train(wb)\n",
    "            index.add(wb)\n",
    "            # start timer\n",
    "            start = datetime.now()\n",
    "            D, I = index.search(xq, k)  # search\n",
    "            time_taken = (datetime.now() - start).microseconds\n",
    "            timer[epoch, iter_step] = time_taken\n",
    "            dim[iter_step] = i\n",
    "            iter_step += 1    \n",
    "    timer = np.median(timer, axis=0)\n",
    "    return dim, timer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = 100\n",
    "\n",
    "tests = pd.DataFrame({\n",
    "    'num_vectors': [],\n",
    "    'query_time': [],\n",
    "    'test': []\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Flat L2 Index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "index = faiss.IndexFlatL2(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 20/20 [02:25<00:00,  7.26s/it]\n"
     ]
    }
   ],
   "source": [
    "dim, time = test(index)\n",
    "df = pd.DataFrame({\n",
    "    'num_vectors': dim.tolist(),\n",
    "    'query_time': time.tolist()\n",
    "})\n",
    "df['test'] = 'FlatL2'\n",
    "tests = tests.append(df, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'query time (ms)')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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329.691848 277.990455 \nL 330.301185 277.271673 \nL 330.910522 278.036335 \nL 331.519858 277.761057 \nL 332.129195 275.008274 \nL 332.738531 276.904635 \nL 333.347868 276.78229 \nL 333.957205 274.901221 \nL 334.566541 276.048214 \nL 335.785214 273.509537 \nL 336.394551 274.916515 \nL 337.613224 272.041386 \nL 338.222561 272.48489 \nL 338.831897 273.57071 \nL 339.441234 271.995507 \nL 340.050571 271.96492 \nL 340.659907 271.552003 \nL 341.269244 269.823867 \nL 341.878581 269.900333 \nL 342.487917 270.374423 \nL 343.097254 269.150965 \nL 343.70659 269.181551 \nL 344.315927 269.334483 \nL 344.925264 267.331069 \nL 345.5346 268.32513 \nL 346.143937 266.459355 \nL 346.753273 266.704047 \nL 347.36261 268.019265 \nL 347.971947 266.214663 \nL 348.581283 264.822979 \nL 349.19062 265.832332 \nL 349.799956 265.541761 \nL 350.409293 263.737159 \nL 351.01863 265.480588 \nL 351.627966 262.926617 \nL 352.237303 262.605459 \nL 352.84664 263.400708 \nL 353.455976 262.131369 \nL 354.065313 262.620753 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      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "ax = sns.lineplot(x='num_vectors', y='query_time', data=tests[tests['test'] == 'FlatL2'], linewidth=3)\n",
    "ax.set_xlabel('# of vectors')\n",
    "ax.set_ylabel('query time (ms)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "# IndexIVFFlat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "nlist = 50\n",
    "quantizer = faiss.IndexFlatL2(d)\n",
    "index = faiss.IndexIVFFlat(quantizer, d, nlist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 20/20 [00:25<00:00,  1.30s/it]\n",
      "100%|██████████| 20/20 [00:52<00:00,  2.61s/it]\n",
      "100%|██████████| 20/20 [01:16<00:00,  3.85s/it]\n",
      "100%|██████████| 20/20 [01:46<00:00,  5.34s/it]\n"
     ]
    }
   ],
   "source": [
    "for nprobe in [1, 5, 10, 20]:\n",
    "    index.nprobe = nprobe\n",
    "    dim, time = test(index)\n",
    "    df = pd.DataFrame({\n",
    "        'num_vectors': dim.tolist(),\n",
    "        'query_time': time.tolist()\n",
    "    })\n",
    "    df['test'] = f'IVFFlat_{nprobe}'\n",
    "    tests = tests.append(df, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'query time (ms)')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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351.29925 \nL 401.560437 351.985942 \nL 402.169774 351.79651 \nL 402.77911 350.54152 \nL 403.388447 351.417645 \nL 403.997783 350.588878 \nL 404.60712 350.115297 \nL 405.216457 350.967743 \nL 405.825793 350.588878 \nL 406.43513 349.570679 \nL 407.044467 349.026061 \nL 407.653803 350.30473 \nL 408.26314 348.576159 \nL 408.872476 349.475963 \nL 409.481813 349.428605 \nL 410.09115 349.902186 \nL 410.700486 349.499642 \nL 411.309823 349.452284 \nL 411.919159 349.547 \nL 412.528496 349.475963 \nL 413.137833 346.421365 \nL 413.747169 348.741912 \nL 414.356506 348.315689 \nL 414.965842 348.907666 \nL 415.575179 348.149936 \nL 416.184516 348.670875 \nL 416.793852 347.0607 \nL 417.403189 347.0607 \nL 418.012525 347.984183 \nL 418.621862 347.581639 \nL 419.231199 348.007862 \nL 419.840535 346.658156 \nL 420.449872 346.445044 \nL 421.668545 346.516081 \nL 422.277882 347.155416 \nL 422.887218 345.687315 \nL 423.496555 345.639956 \nL 424.105892 344.621757 \nL 424.715228 343.106298 \nL 425.324565 345.687315 \nL 425.933901 346.0425 \nL 426.543238 346.018821 \nL 427.152575 345.829389 \nL 427.761911 345.142696 \nL 428.371248 344.219213 \nL 428.980584 344.787511 \nL 429.589921 344.408646 \nL 430.199258 345.54524 \nL 430.808594 345.379487 \nL 431.417931 344.29025 \nL 432.027268 344.479683 \nL 432.636604 344.929585 \nL 433.245941 343.29573 \nL 433.855277 344.219213 \nL 434.464614 344.077139 \nL 435.073951 342.964224 \nL 435.683287 342.916865 \nL 436.292624 343.366767 \nL 436.90196 343.035261 \nL 437.511297 343.508842 \nL 438.120634 342.774791 \nL 438.72997 342.538001 \nL 439.339307 343.224693 \nL 439.948643 342.514322 \nL 440.55798 343.153656 \nL 441.167317 342.964224 \nL 441.776653 342.30121 \nL 442.38599 340.525281 \nL 442.995326 341.211974 \nL 443.604663 342.088099 \nL 444.214 341.756592 \nL 444.823336 341.140937 \nL 445.432673 341.638197 \nL 446.04201 341.425085 \nL 446.651346 340.80943 \nL 447.260683 340.525281 \nL 448.479356 340.406886 \nL 449.088693 340.241133 \nL 449.698029 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262.022354 318.480084 \nL 262.63169 318.101219 \nL 263.241027 317.367168 \nL 263.850363 311.186936 \nL 264.4597 317.035661 \nL 265.069037 317.08302 \nL 265.678373 316.467364 \nL 266.28771 316.372648 \nL 266.897046 314.525682 \nL 267.506383 314.762472 \nL 268.11572 314.549361 \nL 268.725056 311.163257 \nL 269.334393 312.773432 \nL 269.943729 312.181456 \nL 270.553066 312.181456 \nL 271.162403 312.039381 \nL 271.771739 312.347209 \nL 272.381076 309.268932 \nL 272.990412 310.902787 \nL 273.599749 311.281652 \nL 274.209086 310.263453 \nL 274.818422 309.57676 \nL 275.427759 308.416486 \nL 276.037096 306.806311 \nL 276.646432 309.363649 \nL 277.255769 308.132338 \nL 277.865105 307.800831 \nL 279.083779 305.83547 \nL 279.693115 307.161497 \nL 280.302452 306.214335 \nL 280.911788 306.143297 \nL 281.521125 304.864629 \nL 282.130462 304.533122 \nL 282.739798 304.864629 \nL 283.349135 303.728034 \nL 283.958471 304.414727 \nL 285.177145 302.757193 \nL 285.786481 303.349169 \nL 286.395818 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335.142747 266.504564 \nL 335.752083 270.719435 \nL 336.970756 271.074621 \nL 338.18943 268.943507 \nL 338.798766 269.677557 \nL 339.408103 270.10378 \nL 340.017439 269.014544 \nL 340.626776 265.273253 \nL 341.236113 267.049182 \nL 341.845449 267.404368 \nL 342.454786 265.983625 \nL 343.064123 265.86523 \nL 343.673459 267.664838 \nL 344.282796 266.693997 \nL 344.892132 264.184017 \nL 345.501469 262.171298 \nL 346.110806 265.1075 \nL 346.720142 262.479125 \nL 347.329479 264.255054 \nL 347.938815 262.692237 \nL 348.548152 263.757794 \nL 349.766825 261.745075 \nL 350.376162 261.86347 \nL 350.985498 260.537443 \nL 351.594835 260.60848 \nL 352.204172 259.329811 \nL 352.813508 259.187737 \nL 353.422845 259.779713 \nL 354.032182 257.411808 \nL 354.641518 258.477366 \nL 355.250855 260.134899 \nL 356.469528 257.766994 \nL 357.078865 257.885389 \nL 357.688201 256.535683 \nL 358.297538 255.730595 \nL 358.906874 254.309852 \nL 359.516211 246.945667 \nL 360.125548 255.399089 \nL 360.734884 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      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "ax = sns.lineplot(x='num_vectors', y='query_time', data=tests[tests['test'].str.contains('IVFFlat')], linewidth=3, hue='test')\n",
    "ax.set_xlabel('# of vectors')\n",
    "ax.set_ylabel('query time (ms)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# IndexIVFPQ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = 5  # number of centroid IDs in final compressed vectors\n",
    "bits = 8 # number of bits in each centroid\n",
    "\n",
    "quantizer = faiss.IndexFlatL2(d)  # we keep the same L2 distance flat index\n",
    "index = faiss.IndexIVFPQ(quantizer, d, nlist, m, bits)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 20/20 [00:50<00:00,  2.53s/it]\n"
     ]
    }
   ],
   "source": [
    "dim, time = test(index)\n",
    "df = pd.DataFrame({\n",
    "    'num_vectors': dim.tolist(),\n",
    "    'query_time': time.tolist()\n",
    "})\n",
    "df['test'] = 'IVFPQ'\n",
    "tests = tests.append(df, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'query time (ms)')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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327.13697 \nL 346.687011 351.762865 \nL 347.296348 201.345234 \nL 347.905684 318.484628 \nL 348.515021 321.812452 \nL 349.124357 359.749642 \nL 349.733694 243.275813 \nL 350.343031 297.186556 \nL 350.952367 290.530909 \nL 351.561704 343.110523 \nL 352.17104 287.203085 \nL 353.389714 322.478017 \nL 353.99905 317.153499 \nL 354.608387 334.458182 \nL 355.217724 357.087383 \nL 355.82706 187.368375 \nL 356.436397 180.047163 \nL 357.045733 303.176639 \nL 357.65507 279.216309 \nL 358.264407 313.16011 \nL 358.873743 339.7827 \nL 359.48308 345.107218 \nL 360.092416 317.819063 \nL 360.701753 346.438347 \nL 361.31109 317.153499 \nL 361.920426 349.100606 \nL 362.529763 182.043857 \nL 363.139099 343.776088 \nL 363.748436 345.772782 \nL 364.357773 336.454876 \nL 364.967109 349.766171 \nL 365.576446 320.481322 \nL 366.185782 309.832287 \nL 366.795119 341.779394 \nL 367.404456 326.471405 \nL 368.013792 327.802534 \nL 368.623129 329.799229 \nL 369.232466 353.093994 \nL 369.841802 308.501157 \nL 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273.891791 \nL 442.962195 327.13697 \nL 443.571532 335.123747 \nL 444.180868 337.786006 \nL 444.790205 148.76562 \nL 445.399542 287.203085 \nL 446.008878 297.852121 \nL 446.618215 241.944683 \nL 447.227552 338.45157 \nL 447.836888 347.103912 \nL 448.446225 324.474711 \nL 449.055561 285.206391 \nL 449.664898 337.786006 \nL 450.274235 301.179945 \nL 450.883571 342.444959 \nL 451.492908 338.45157 \nL 452.102244 337.786006 \nL 452.711581 339.117135 \nL 453.320918 294.524298 \nL 453.930254 261.246061 \nL 454.539591 332.461488 \nL 455.148927 313.16011 \nL 455.758264 236.620165 \nL 456.367601 307.170028 \nL 456.976937 297.186556 \nL 457.586274 316.487934 \nL 458.19561 321.146887 \nL 458.804947 337.786006 \nL 459.414284 341.779394 \nL 460.02362 252.593719 \nL 460.632957 335.123747 \nL 461.242294 208.000882 \nL 461.85163 281.878567 \nL 462.460967 305.838898 \nL 463.070303 301.84551 \nL 463.67964 311.828981 \nL 464.288977 283.209697 \nL 464.898313 337.786006 \nL 465.50765 255.921543 \nL 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317.819063 \nL 489.881114 327.802534 \nL 490.490451 168.732562 \nL 491.099787 329.133664 \nL 491.709124 279.881873 \nL 492.318461 324.474711 \nL 492.927797 265.905014 \nL 493.537134 313.825675 \nL 494.14647 327.13697 \nL 494.755807 229.298953 \nL 495.365144 329.799229 \nL 495.97448 329.133664 \nL 496.583817 315.156804 \nL 497.193153 306.504463 \nL 497.80249 310.497851 \nL 498.411827 327.13697 \nL 499.021163 124.805289 \nL 499.6305 294.524298 \nL 500.239837 327.802534 \nL 500.849173 329.799229 \nL 501.45851 327.13697 \nL 502.067846 216.653223 \nL 502.677183 306.504463 \nL 503.28652 290.530909 \nL 503.895856 298.517686 \nL 504.505193 329.799229 \nL 505.114529 254.590413 \nL 505.723866 301.179945 \nL 506.333203 268.567273 \nL 506.942539 295.855427 \nL 507.551876 254.590413 \nL 508.161212 295.855427 \nL 508.770549 297.186556 \nL 509.379886 262.57719 \nL 509.989222 284.540826 \nL 510.598559 290.530909 \nL 511.207896 309.166722 \nL 511.817232 316.487934 \nL 512.426569 305.173333 \nL 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219.315482 \nL 561.782834 245.272507 \nL 562.392171 279.216309 \nL 563.001507 301.179945 \nL 563.610844 310.497851 \nL 564.220181 327.13697 \nL 564.829517 256.587107 \nL 565.438854 317.819063 \nL 566.04819 259.249366 \nL 566.657527 312.494545 \nL 567.266864 319.815758 \nL 567.8762 295.189862 \nL 568.485537 275.888485 \nL 569.094873 97.517135 \nL 569.70421 271.895096 \nL 570.313547 306.504463 \nL 570.922883 82.874711 \nL 571.53222 301.84551 \nL 572.141556 182.709421 \nL 572.750893 303.176639 \nL 573.36023 291.196474 \nL 573.969566 310.497851 \nL 574.578903 295.189862 \nL 575.188239 296.520992 \nL 575.797576 292.527603 \nL 576.406913 299.848815 \nL 577.016249 303.176639 \nL 577.625586 323.809146 \nL 578.234923 235.954601 \nL 578.844259 290.530909 \nL 579.453596 315.156804 \nL 580.062932 318.484628 \nL 580.672269 319.150193 \nL 581.281606 283.209697 \nL 581.890942 303.842204 \nL 582.500279 240.613554 \nL 583.109615 251.928154 \nL 583.718952 304.507769 \nL 584.328289 305.838898 \nL 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      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "ax = sns.lineplot(x='num_vectors', y='query_time', data=tests[tests['test'] == 'IVFPQ'], linewidth=3, hue='test')\n",
    "ax.set_xlabel('# of vectors')\n",
    "ax.set_ylabel('query time (ms)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot All"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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235.49289 118.335067 \nL 236.102227 116.923432 \nL 236.711563 116.540154 \nL 237.3209 117.136237 \nL 238.539573 115.869943 \nL 239.14891 116.279234 \nL 239.758246 115.830153 \nL 240.367583 114.941383 \nL 240.97692 115.78045 \nL 241.586256 115.118148 \nL 242.804929 114.414016 \nL 243.414266 114.892369 \nL 244.023603 114.093872 \nL 244.632939 114.326544 \nL 245.242276 114.035837 \nL 245.851612 112.981125 \nL 246.460949 112.469681 \nL 247.070286 113.314824 \nL 247.679622 113.372206 \nL 248.288959 111.84077 \nL 248.898295 111.412549 \nL 249.507632 112.206097 \nL 250.116969 112.196703 \nL 251.335642 110.190389 \nL 251.944979 110.895093 \nL 252.554315 111.144056 \nL 253.772988 109.4574 \nL 254.991662 110.099439 \nL 255.600998 109.313604 \nL 256.210335 109.42142 \nL 256.819671 108.555089 \nL 257.429008 109.232862 \nL 258.038345 108.254194 \nL 258.647681 108.688289 \nL 259.257018 108.448728 \nL 259.866354 108.519615 \nL 260.475691 106.92614 \nL 261.085028 106.917494 \nL 261.694364 107.779207 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288.505175 98.400916 \nL 289.723848 97.335901 \nL 290.333185 97.507199 \nL 290.942521 97.551962 \nL 291.551858 97.068705 \nL 292.161195 96.72891 \nL 292.770531 97.231858 \nL 293.379868 96.692085 \nL 293.989205 96.47158 \nL 294.598541 96.398248 \nL 295.817214 95.568175 \nL 296.426551 95.611595 \nL 297.035888 95.344313 \nL 297.645224 94.748785 \nL 298.254561 94.863153 \nL 298.863897 95.229078 \nL 299.473234 94.328819 \nL 300.082571 94.727363 \nL 300.691907 94.741643 \nL 301.301244 94.385601 \nL 301.91058 93.630295 \nL 302.519917 94.095125 \nL 303.129254 93.918654 \nL 303.73859 93.231564 \nL 304.347927 93.560161 \nL 304.957264 93.469103 \nL 305.5666 92.807599 \nL 306.175937 92.960179 \nL 306.785273 92.558709 \nL 307.39461 92.002237 \nL 308.613283 92.242091 \nL 309.22262 92.070675 \nL 309.831956 91.159665 \nL 310.441293 91.831464 \nL 311.05063 91.13267 \nL 311.659966 90.816333 \nL 312.269303 91.152915 \nL 312.878639 91.031541 \nL 313.487976 89.830353 \nL 314.097313 90.655404 \nL 314.706649 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82.5248 \nL 342.126797 82.826113 \nL 342.736133 82.926868 \nL 343.34547 82.043306 \nL 344.564143 82.513013 \nL 345.17348 81.553814 \nL 345.782816 82.078414 \nL 346.392153 81.95562 \nL 347.00149 81.489992 \nL 347.610826 81.78061 \nL 348.220163 81.102631 \nL 348.829499 81.045017 \nL 349.438836 81.310472 \nL 350.048173 80.866746 \nL 350.657509 80.889721 \nL 352.485519 80.414686 \nL 353.094856 80.340603 \nL 353.704192 80.062139 \nL 354.313529 80.06781 \nL 355.532202 79.317994 \nL 356.141539 79.666434 \nL 356.750875 79.166848 \nL 357.360212 79.122133 \nL 357.969549 79.200405 \nL 358.578885 78.256405 \nL 359.188222 79.161257 \nL 359.797558 78.910164 \nL 360.406895 78.272944 \nL 362.234905 78.300517 \nL 362.844241 77.822441 \nL 363.453578 77.63112 \nL 364.062915 78.317066 \nL 364.672251 77.228495 \nL 365.281588 77.522051 \nL 365.890924 77.206804 \nL 366.500261 77.071401 \nL 367.109598 77.233919 \nL 367.718934 77.055172 \nL 368.328271 76.607803 \nL 368.937607 76.806844 \nL 371.374954 75.780678 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173.340556 370.677237 \nL 173.949893 403.385417 \nL 174.559229 357.899652 \nL 175.168566 364.955689 \nL 175.777902 391.776202 \nL 177.605912 338.4781 \nL 178.215249 398.992337 \nL 178.824585 381.960751 \nL 179.433922 406.174522 \nL 180.043259 329.038865 \nL 180.652595 394.882886 \nL 181.261932 407.13205 \nL 181.871268 345.406056 \nL 182.480605 364.955689 \nL 183.089942 330.759899 \nL 183.699278 404.301611 \nL 184.308615 401.591653 \nL 184.917951 413.200868 \nL 185.527288 341.847902 \nL 186.136625 398.148955 \nL 186.745961 385.983629 \nL 187.355298 359.706139 \nL 187.964635 360.628972 \nL 188.573971 350.350432 \nL 189.183308 399.84704 \nL 189.792644 329.60739 \nL 190.401981 387.383122 \nL 191.011318 404.301611 \nL 191.620654 405.23118 \nL 192.229991 344.317579 \nL 192.839327 402.482218 \nL 193.448664 409.091416 \nL 194.058001 357.015271 \nL 194.667337 374.029295 \nL 195.276674 401.591653 \nL 195.88601 394.09189 \nL 196.495347 393.310599 \nL 197.104684 388.094576 \nL 197.71402 394.09189 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348.020622 \nL 223.306158 393.310599 \nL 223.915494 365.455099 \nL 224.524831 394.882886 \nL 225.134168 385.29525 \nL 225.743504 362.996323 \nL 226.352841 378.792217 \nL 226.962178 364.955689 \nL 227.571514 396.494982 \nL 228.180851 361.095453 \nL 228.790187 376.366232 \nL 229.399524 345.041159 \nL 230.008861 388.814068 \nL 230.618197 349.174872 \nL 231.227534 394.09189 \nL 231.83687 357.015271 \nL 232.446207 344.317579 \nL 233.055544 319.588311 \nL 233.66488 352.768738 \nL 234.274217 374.605537 \nL 234.883553 390.277912 \nL 235.49289 321.069178 \nL 236.102227 392.538779 \nL 236.711563 379.413435 \nL 237.3209 325.999597 \nL 237.930236 321.069178 \nL 238.539573 364.955689 \nL 239.14891 360.165884 \nL 239.758246 376.366232 \nL 240.367583 358.796489 \nL 240.97692 352.768738 \nL 241.586256 334.348138 \nL 242.195593 389.541783 \nL 242.804929 366.465825 \nL 243.414266 363.480541 \nL 244.023603 323.87692 \nL 244.632939 396.494982 \nL 245.242276 375.187043 \nL 245.851612 321.570553 \nL 246.460949 380.040774 \nL 247.070286 400.713372 \nL 247.679622 383.273671 \nL 248.288959 381.314304 \nL 248.898295 390.277912 \nL 249.507632 391.02265 \nL 250.116969 314.886959 \nL 250.726305 375.187043 \nL 251.335642 354.013228 \nL 251.944979 359.24969 \nL 252.554315 316.493245 \nL 253.163652 334.348138 \nL 253.772988 371.775098 \nL 254.382325 317.194255 \nL 254.991662 388.814068 \nL 256.210335 327.91682 \nL 256.819671 375.187043 \nL 257.429008 371.775098 \nL 258.038345 328.475371 \nL 258.647681 364.955689 \nL 259.257018 391.02265 \nL 259.866354 354.013228 \nL 260.475691 331.933654 \nL 261.085028 372.33121 \nL 261.694364 369.597984 \nL 262.303701 380.674355 \nL 262.913037 389.541783 \nL 263.522374 357.015271 \nL 264.131711 372.33121 \nL 264.741047 351.548105 \nL 265.350384 312.441918 \nL 265.959721 334.966341 \nL 266.569057 341.159523 \nL 267.178394 374.605537 \nL 268.397067 399.84704 \nL 269.006404 383.273671 \nL 269.61574 355.711313 \nL 270.225077 362.996323 \nL 270.834413 311.791066 \nL 271.44375 378.792217 \nL 272.053087 394.882886 \nL 272.662423 357.015271 \nL 273.27176 349.956163 \nL 273.881096 330.46981 \nL 274.490433 367.492854 \nL 275.09977 375.773908 \nL 275.709106 353.180872 \nL 276.318443 336.857799 \nL 276.927779 317.194255 \nL 277.537116 366.977269 \nL 278.146453 372.892222 \nL 278.755789 362.996323 \nL 279.365126 394.882886 \nL 279.974463 378.792217 \nL 280.583799 368.012647 \nL 281.193136 360.628972 \nL 281.802472 355.711313 \nL 282.411809 363.480541 \nL 283.021146 374.605537 \nL 283.630482 383.273671 \nL 284.239819 383.273671 \nL 284.849155 349.564319 \nL 285.458492 388.094576 \nL 286.067829 327.639371 \nL 286.677165 363.480541 \nL 287.286502 346.142185 \nL 287.895838 340.818105 \nL 288.505175 392.538779 \nL 289.114512 369.065141 \nL 289.723848 391.776202 \nL 290.333185 369.065141 \nL 290.942521 341.159523 \nL 291.551858 374.029295 \nL 292.161195 325.462257 \nL 292.770531 353.180872 \nL 293.379868 357.899652 \nL 293.989205 374.029295 \nL 294.598541 360.165884 \nL 295.207878 317.903068 \nL 295.817214 376.964118 \nL 296.426551 383.273671 \nL 297.035888 313.541675 \nL 297.645224 377.567671 \nL 298.254561 385.983629 \nL 298.863897 371.223801 \nL 299.473234 380.674355 \nL 300.082571 376.366232 \nL 300.691907 369.065141 \nL 301.301244 392.538779 \nL 301.91058 315.570412 \nL 302.519917 375.187043 \nL 303.129254 360.165884 \nL 303.73859 374.029295 \nL 304.347927 342.543804 \nL 304.957264 385.983629 \nL 305.5666 352.768738 \nL 306.175937 357.899652 \nL 306.785273 361.565377 \nL 307.39461 362.996323 \nL 308.003947 358.346491 \nL 308.613283 366.977269 \nL 309.22262 367.492854 \nL 309.831956 330.759899 \nL 310.441293 383.940425 \nL 311.05063 344.678341 \nL 311.659966 345.041159 \nL 312.269303 333.129453 \nL 312.878639 375.187043 \nL 313.487976 378.792217 \nL 314.097313 383.940425 \nL 314.706649 354.013228 \nL 315.315986 334.348138 \nL 315.925322 379.413435 \nL 316.534659 329.038865 \nL 317.143996 380.040774 \nL 317.753332 373.45822 \nL 318.362669 337.825024 \nL 318.972006 359.24969 \nL 319.581342 356.577645 \nL 320.190679 368.012647 \nL 320.800015 387.383122 \nL 321.409352 381.314304 \nL 322.018689 345.041159 \nL 323.237362 337.825024 \nL 323.846698 327.363126 \nL 324.456035 385.983629 \nL 325.065372 340.478507 \nL 325.674708 371.223801 \nL 326.284045 380.674355 \nL 326.893381 365.455099 \nL 327.502718 356.143005 \nL 328.112055 332.828391 \nL 328.721391 373.45822 \nL 329.330728 376.964118 \nL 329.940064 305.039145 \nL 330.549401 374.605537 \nL 331.158738 376.964118 \nL 331.768074 366.465825 \nL 332.377411 326.54151 \nL 332.986748 362.515759 \nL 333.596084 305.624212 \nL 334.205421 376.366232 \nL 335.424094 305.039145 \nL 336.033431 376.964118 \nL 336.642767 377.567671 \nL 337.252104 367.492854 \nL 337.86144 381.314304 \nL 338.470777 350.350432 \nL 339.080114 348.020622 \nL 339.68945 381.314304 \nL 340.298787 347.640475 \nL 340.908123 332.528746 \nL 341.51746 368.536719 \nL 342.126797 374.029295 \nL 342.736133 382.613827 \nL 343.954807 331.051316 \nL 344.564143 357.899652 \nL 345.17348 376.964118 \nL 345.782816 304.267325 \nL 346.392153 352.359255 \nL 347.00149 354.433523 \nL 347.610826 384.614234 \nL 348.220163 317.665919 \nL 348.829499 340.478507 \nL 349.438836 337.178578 \nL 350.048173 369.597984 \nL 350.657509 335.590605 \nL 351.266846 343.958849 \nL 351.876182 354.85661 \nL 352.485519 351.548105 \nL 353.094856 362.996323 \nL 353.704192 381.960751 \nL 354.313529 300.361977 \nL 354.922865 298.408077 \nL 355.532202 343.602128 \nL 356.141539 331.933654 \nL 357.360212 366.977269 \nL 357.969549 371.223801 \nL 358.578885 351.952389 \nL 359.188222 372.33121 \nL 359.797558 351.548105 \nL 360.406895 374.605537 \nL 361.016232 298.93504 \nL 361.625568 370.135324 \nL 362.234905 371.775098 \nL 362.844241 364.460166 \nL 363.453578 375.187043 \nL 364.062915 353.59569 \nL 364.672251 347.262584 \nL 365.281588 368.536719 \nL 365.890924 357.455926 \nL 366.500261 358.346491 \nL 367.109598 359.706139 \nL 367.718934 378.177 \nL 368.328271 346.513465 \nL 368.937607 347.640475 \nL 369.546944 362.515759 \nL 370.156281 366.977269 \nL 370.765617 358.796489 \nL 371.374954 358.796489 \nL 371.984291 353.59569 \nL 372.593627 315.113963 \nL 373.8123 364.955689 \nL 374.421637 366.465825 \nL 375.030974 306.611432 \nL 375.64031 364.460166 \nL 376.249647 335.277708 \nL 376.858983 370.677237 \nL 377.46832 349.956163 \nL 378.077657 311.146801 \nL 378.686993 374.605537 \nL 379.905666 349.956163 \nL 380.515003 373.45822 \nL 381.12434 296.682378 \nL 381.733676 367.492854 \nL 382.343013 372.892222 \nL 382.95235 357.015271 \nL 383.561686 355.711313 \nL 384.171023 347.640475 \nL 384.780359 327.639371 \nL 385.389696 374.029295 \nL 385.999033 378.177 \nL 386.608369 367.492854 \nL 387.217706 315.341778 \nL 387.827042 360.628972 \nL 388.436379 313.320199 \nL 389.655052 374.029295 \nL 390.264389 363.96847 \nL 390.873725 349.956163 \nL 391.483062 360.165884 \nL 392.092399 333.73588 \nL 392.701735 330.181037 \nL 393.311072 345.406056 \nL 393.920408 372.33121 \nL 394.529745 373.45822 \nL 395.139082 331.344072 \nL 395.748418 351.952389 \nL 396.357755 354.85661 \nL 396.967092 354.433523 \nL 397.576428 372.33121 \nL 398.185765 315.113963 \nL 398.795101 371.775098 \nL 399.404438 361.565377 \nL 400.013775 319.588311 \nL 400.623111 347.640475 \nL 401.232448 361.565377 \nL 401.841784 357.015271 \nL 402.451121 366.465825 \nL 403.060458 354.013228 \nL 403.669794 356.143005 \nL 404.279131 349.956163 \nL 404.888467 356.577645 \nL 405.497804 352.359255 \nL 406.107141 347.262584 \nL 406.716477 325.195278 \nL 407.325814 368.536719 \nL 407.93515 360.165884 \nL 408.544487 369.065141 \nL 409.153824 374.029295 \nL 409.76316 346.886923 \nL 410.372497 367.492854 \nL 410.981834 352.359255 \nL 411.59117 293.689297 \nL 412.200507 306.41276 \nL 412.809843 371.223801 \nL 413.41918 338.4781 \nL 414.028517 292.402901 \nL 414.637853 349.564319 \nL 415.24719 352.768738 \nL 415.856526 346.886923 \nL 416.465863 353.180872 \nL 417.0752 349.174872 \nL 417.684536 320.324439 \nL 418.293873 346.886923 \nL 418.903209 362.515759 \nL 419.512546 372.892222 \nL 420.121883 364.955689 \nL 420.731219 373.45822 \nL 421.340556 344.317579 \nL 421.949893 325.195278 \nL 422.559229 343.602128 \nL 423.168566 340.818105 \nL 423.777902 368.536719 \nL 424.387239 373.45822 \nL 424.996576 352.359255 \nL 425.605912 366.465825 \nL 426.215249 357.015271 \nL 426.824585 318.380032 \nL 427.433922 359.706139 \nL 428.043259 362.038795 \nL 428.652595 364.955689 \nL 429.261932 340.140711 \nL 429.871268 359.706139 \nL 430.480605 311.360832 \nL 431.089942 344.678341 \nL 431.699278 292.243914 \nL 432.308615 354.013228 \nL 432.917951 370.135324 \nL 433.527288 314.886959 \nL 434.136625 369.065141 \nL 434.745961 290.986107 \nL 435.355298 343.602128 \nL 435.964635 332.230505 \nL 436.573971 368.012647 \nL 437.183308 365.455099 \nL 437.792644 334.348138 \nL 438.401981 355.711313 \nL 439.011318 308.42794 \nL 439.620654 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      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
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   ],
   "source": [
    "plt.figure(figsize=(12, 8))\n",
    "ax = sns.lineplot(x='num_vectors', y='query_time', data=tests[~tests['test'].isin(['IVFFlat_1', 'IVFFlat_5', 'IVFFlat_20'])], linewidth=3, hue='test')\n",
    "ax.set_xlabel('# of vectors')\n",
    "ax.set_ylabel('query time (ms)')\n",
    "plt.yscale('log')\n"
   ]
  }
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